AnalysisDevelopersJuly 22, 2026
MindControl: llama.cpp fork guides reasoning via injection during sampling

A llama.cpp fork called MindControl injects guidance during sampling to improve reasoning consistency of smaller local models. The author created it after frustration with unreliable reasoning behavior in Qwen3.6-27B at low temperatures.